{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predictive Maintenance\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Predictive maintenance (PdM) is a data-driven preventive maintanance program. It is a proactive maintenance strategy that uses sensors to monitor the performance and equipment conditions during operation. The PdM methods constantly analyze the data to predict when optimal maintenance schedules. It can reduce maintenance costs and prevent catastrophic equipment failure when used correctly. \n",
    "\n",
    "In this notebook, we will apply NeuralForecast to perform a supervised Remaining Useful Life (RUL) estimation on the classic PHM2008 aircraft degradation dataset.\n",
    "\n",
    "Outline<br>\n",
    "1. Installing Packages<br>\n",
    "2. Load PHM2008 aircraft degradation dataset<br>\n",
    "3. Fit and Predict NeuralForecast<br>\n",
    "4. Evaluate Predictions\n",
    "\n",
    "You can run these experiments using GPU with Google Colab.\n",
    "\n",
    "<a href=\"https://colab.research.google.com/github/Nixtla/neuralforecast/blob/main/nbs/examples/Predictive_Maintenance.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Installing Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "!pip install neuralforecast datasetsforecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import logging\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.family'] = 'serif'\n",
    "\n",
    "from neuralforecast.models import NBEATSx\n",
    "from neuralforecast import NeuralForecast\n",
    "from neuralforecast.losses.pytorch import HuberLoss\n",
    "\n",
    "from datasetsforecast.phm2008 import PHM2008"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "logging.getLogger(\"pytorch_lightning\").setLevel(logging.ERROR)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Load PHM2008 aircraft degradation dataset\n",
    "\n",
    "Here we will load the Prognosis and Health Management 2008 challenge dataset. This dataset used the Commercial Modular Aero-Propulsion System Simulation to recreate the degradation process of turbofan engines for different aircraft with varying wear and manufacturing starting under normal conditions. The training dataset consists of complete run-to-failure simulations, while the test dataset comprises sequences before failure."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://github.com/Nixtla/neuralforecast/blob/main/nbs/imgs_losses/turbofan_engine.png?raw=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12.4M/12.4M [00:00<00:00, 21.6MiB/s]\n",
      "INFO:datasetsforecast.utils:Successfully downloaded CMAPSSData.zip, 12437405, bytes.\n",
      "INFO:datasetsforecast.utils:Decompressing zip file...\n",
      "INFO:datasetsforecast.utils:Successfully decompressed data\\phm2008\\CMAPSSData.zip\n"
     ]
    },
    {
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       "      <td>1591.82</td>\n",
       "      <td>1403.14</td>\n",
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       "      <td>2388.04</td>\n",
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       "      <td>522.28</td>\n",
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       "      <td>390</td>\n",
       "      <td>38.95</td>\n",
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       "      <td>642.35</td>\n",
       "      <td>1582.79</td>\n",
       "      <td>1401.87</td>\n",
       "      <td>554.45</td>\n",
       "      <td>2388.11</td>\n",
       "      <td>9049.48</td>\n",
       "      <td>47.13</td>\n",
       "      <td>522.86</td>\n",
       "      <td>2388.08</td>\n",
       "      <td>8133.83</td>\n",
       "      <td>8.3682</td>\n",
       "      <td>392</td>\n",
       "      <td>38.88</td>\n",
       "      <td>23.3739</td>\n",
       "      <td>188</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>642.37</td>\n",
       "      <td>1582.85</td>\n",
       "      <td>1406.22</td>\n",
       "      <td>554.00</td>\n",
       "      <td>2388.06</td>\n",
       "      <td>9055.15</td>\n",
       "      <td>47.28</td>\n",
       "      <td>522.19</td>\n",
       "      <td>2388.04</td>\n",
       "      <td>8133.80</td>\n",
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       "      <td>393</td>\n",
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       "      <td>551.43</td>\n",
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       "      <td>2388.26</td>\n",
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       "      <td>1433.58</td>\n",
       "      <td>550.86</td>\n",
       "      <td>2388.23</td>\n",
       "      <td>9065.11</td>\n",
       "      <td>48.04</td>\n",
       "      <td>519.68</td>\n",
       "      <td>2388.22</td>\n",
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       "      <td>1428.18</td>\n",
       "      <td>550.94</td>\n",
       "      <td>2388.24</td>\n",
       "      <td>9065.90</td>\n",
       "      <td>48.09</td>\n",
       "      <td>520.01</td>\n",
       "      <td>2388.24</td>\n",
       "      <td>8141.05</td>\n",
       "      <td>8.5646</td>\n",
       "      <td>398</td>\n",
       "      <td>38.44</td>\n",
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       "      <td>1426.53</td>\n",
       "      <td>550.68</td>\n",
       "      <td>2388.25</td>\n",
       "      <td>9073.72</td>\n",
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       "      <td>519.67</td>\n",
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      ],
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       "       unique_id   ds     s_2      s_3      s_4     s_7      s_8      s_9  \\\n",
       "0              1    1  641.82  1589.70  1400.60  554.36  2388.06  9046.19   \n",
       "1              1    2  642.15  1591.82  1403.14  553.75  2388.04  9044.07   \n",
       "2              1    3  642.35  1587.99  1404.20  554.26  2388.08  9052.94   \n",
       "3              1    4  642.35  1582.79  1401.87  554.45  2388.11  9049.48   \n",
       "4              1    5  642.37  1582.85  1406.22  554.00  2388.06  9055.15   \n",
       "...          ...  ...     ...      ...      ...     ...      ...      ...   \n",
       "20626        100  196  643.49  1597.98  1428.63  551.43  2388.19  9065.52   \n",
       "20627        100  197  643.54  1604.50  1433.58  550.86  2388.23  9065.11   \n",
       "20628        100  198  643.42  1602.46  1428.18  550.94  2388.24  9065.90   \n",
       "20629        100  199  643.23  1605.26  1426.53  550.68  2388.25  9073.72   \n",
       "20630        100  200  643.85  1600.38  1432.14  550.79  2388.26  9061.48   \n",
       "\n",
       "        s_11    s_12     s_13     s_14    s_15  s_17   s_20     s_21    y  \n",
       "0      47.47  521.66  2388.02  8138.62  8.4195   392  39.06  23.4190  191  \n",
       "1      47.49  522.28  2388.07  8131.49  8.4318   392  39.00  23.4236  190  \n",
       "2      47.27  522.42  2388.03  8133.23  8.4178   390  38.95  23.3442  189  \n",
       "3      47.13  522.86  2388.08  8133.83  8.3682   392  38.88  23.3739  188  \n",
       "4      47.28  522.19  2388.04  8133.80  8.4294   393  38.90  23.4044  187  \n",
       "...      ...     ...      ...      ...     ...   ...    ...      ...  ...  \n",
       "20626  48.07  519.49  2388.26  8137.60  8.4956   397  38.49  22.9735    4  \n",
       "20627  48.04  519.68  2388.22  8136.50  8.5139   395  38.30  23.1594    3  \n",
       "20628  48.09  520.01  2388.24  8141.05  8.5646   398  38.44  22.9333    2  \n",
       "20629  48.39  519.67  2388.23  8139.29  8.5389   395  38.29  23.0640    1  \n",
       "20630  48.20  519.30  2388.26  8137.33  8.5036   396  38.37  23.0522    0  \n",
       "\n",
       "[20631 rows x 17 columns]"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Y_train_df, Y_test_df = PHM2008.load(directory='./data', group='FD001', clip_rul=False)\n",
    "Y_train_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df1 = Y_train_df[Y_train_df['unique_id']==1]\n",
    "plot_df2 = Y_train_df[Y_train_df['unique_id']==2]\n",
    "plot_df3 = Y_train_df[Y_train_df['unique_id']==3]\n",
    "\n",
    "plt.plot(plot_df1.ds, np.minimum(plot_df1.y, 125), color='#2D6B8F', linestyle='--')\n",
    "plt.plot(plot_df1.ds, plot_df1.y, color='#2D6B8F', label='Engine 1')\n",
    "\n",
    "plt.plot(plot_df2.ds, np.minimum(plot_df2.y, 125)+1.5, color='#CA6F6A', linestyle='--')\n",
    "plt.plot(plot_df2.ds, plot_df2.y+1.5, color='#CA6F6A', label='Engine 2')\n",
    "\n",
    "plt.plot(plot_df3.ds, np.minimum(plot_df3.y, 125)-1.5, color='#D5BC67', linestyle='--')\n",
    "plt.plot(plot_df3.ds, plot_df3.y-1.5, color='#D5BC67', label='Engine 3')\n",
    "\n",
    "plt.ylabel('Remaining Useful Life (RUL)', fontsize=15)\n",
    "plt.xlabel('Time Cycle', fontsize=15)\n",
    "plt.legend()\n",
    "plt.grid()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def smooth(s, b = 0.98):\n",
    "    v = np.zeros(len(s)+1) #v_0 is already 0.\n",
    "    bc = np.zeros(len(s)+1)\n",
    "    for i in range(1, len(v)): #v_t = 0.95\n",
    "        v[i] = (b * v[i-1] + (1-b) * s[i-1]) \n",
    "        bc[i] = 1 - b**i\n",
    "    sm = v[1:] / bc[1:]\n",
    "    return sm\n",
    "\n",
    "unique_id = 1\n",
    "plot_df = Y_train_df[Y_train_df.unique_id == unique_id].copy()\n",
    "\n",
    "fig, axes = plt.subplots(2,3, figsize = (8,5))\n",
    "fig.tight_layout()\n",
    "\n",
    "j = -1\n",
    "#, 's_11', 's_12', 's_13', 's_14', 's_15', 's_17', 's_20', 's_21'\n",
    "for feature in ['s_2', 's_3', 's_4', 's_7', 's_8', 's_9']:\n",
    "    if ('s' in feature) and ('smoothed' not in feature):\n",
    "        j += 1\n",
    "        axes[j // 3, j % 3].plot(plot_df.ds, plot_df[feature], \n",
    "                                 c = '#2D6B8F', label = 'original')\n",
    "        axes[j // 3, j % 3].plot(plot_df.ds, smooth(plot_df[feature].values), \n",
    "                                 c = '#CA6F6A', label = 'smoothed')\n",
    "        #axes[j // 3, j % 3].plot([10,10],[0,1], c = 'black')\n",
    "        axes[j // 3, j % 3].set_title(feature)\n",
    "        axes[j // 3, j % 3].grid()\n",
    "        axes[j // 3, j % 3].legend()\n",
    "        \n",
    "plt.suptitle(f'Engine {unique_id} sensor records')\n",
    "plt.tight_layout()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Fit and Predict NeuralForecast\n",
    "\n",
    "NeuralForecast methods are capable of addressing regression problems involving various variables. The regression problem involves predicting the target variable $y_{t+h}$ based on its lags $y_{:t}$, temporal exogenous features $x^{(h)}_{:t}$, exogenous features available at the time of prediction $x^{(f)}_{:t+h}$, and static features $x^{(s)}$. \n",
    "\n",
    "The task of estimating the remaining useful life (RUL) simplifies the problem to a single horizon prediction $h=1$, where the objective is to predict $y_{t+1}$ based on the exogenous features $x^{(f)}_{:t+1}$ and static features $x^{(s)}$. In the RUL estimation task, the exogenous features typically correspond to sensor monitoring information, while the target variable represents the RUL itself.\n",
    "\n",
    "$$P(y_{t+1}\\;|\\;x^{(f)}_{:t+1},x^{(s)})$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "Y_train_df, Y_test_df = PHM2008.load(directory='./data', group='FD001', clip_rul=True)\n",
    "max_ds = Y_train_df.groupby('unique_id')[\"ds\"].max()\n",
    "Y_test_df = Y_test_df.merge(max_ds, on='unique_id', how='left', suffixes=('', '_train_max_date'))\n",
    "Y_test_df[\"ds\"] = Y_test_df[\"ds\"] + Y_test_df[\"ds_train_max_date\"]\n",
    "Y_test_df = Y_test_df.drop(columns=[\"ds_train_max_date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "futr_exog_list =['s_2', 's_3', 's_4', 's_7', 's_8', 's_9', 's_11',\n",
    "                 's_12', 's_13', 's_14', 's_15', 's_17', 's_20', 's_21']\n",
    "\n",
    "model = NBEATSx(h=1, \n",
    "                input_size=24,\n",
    "                loss=HuberLoss(),\n",
    "                scaler_type='robust',\n",
    "                stack_types=['identity', 'identity', 'identity'],\n",
    "                dropout_prob_theta=0.5,\n",
    "                futr_exog_list=futr_exog_list,\n",
    "                exclude_insample_y = True,\n",
    "                max_steps=1000)\n",
    "nf = NeuralForecast(models=[model], freq=1)\n",
    "\n",
    "nf.fit(df=Y_train_df)\n",
    "Y_hat_df = nf.predict(futr_df=Y_test_df)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Evaluate Predictions\n",
    "\n",
    "In the original PHM2008 dataset the true RUL values for the test set are only provided for the last time cycle of each enginge.\n",
    "We will filter the predictions to only evaluate the last time cycle.\n",
    "\n",
    "$$RMSE(\\mathbf{y}_{T},\\hat{\\mathbf{y}}_{T}) = \\sqrt{\\frac{1}{|\\mathcal{D}_{test}|} \\sum_{i} (y_{i,T}-\\hat{y}_{i,T})^{2}}$$"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utilsforecast.evaluation import evaluate\n",
    "from utilsforecast.losses import rmse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>metric</th>\n",
       "      <th>NBEATSx</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rmse</td>\n",
       "      <td>118.179373</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  metric     NBEATSx\n",
       "0   rmse  118.179373"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "metrics = evaluate(Y_hat_df.merge(Y_test_df[[\"unique_id\", \"ds\", \"y\"]], on=['unique_id', 'ds']),\n",
    "                   metrics=[rmse],\n",
    "                   agg_fn='mean')\n",
    "\n",
    "metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_df1 = Y_hat_df2[Y_hat_df2['unique_id']==1]\n",
    "plot_df2 = Y_hat_df2[Y_hat_df2['unique_id']==2]\n",
    "plot_df3 = Y_hat_df2[Y_hat_df2['unique_id']==3]\n",
    "\n",
    "plt.plot(plot_df1.ds, plot_df1['y'], c='#2D6B8F', label='E1 true RUL')\n",
    "plt.plot(plot_df1.ds, plot_df1[model_name]+1, c='#2D6B8F', linestyle='--', label='E1 predicted RUL')\n",
    "\n",
    "plt.plot(plot_df1.ds, plot_df2['y'], c='#CA6F6A', label='E2 true RUL')\n",
    "plt.plot(plot_df1.ds, plot_df2[model_name]+1, c='#CA6F6A', linestyle='--', label='E2 predicted RUL')\n",
    "\n",
    "plt.plot(plot_df1.ds, plot_df3['y'], c='#D5BC67', label='E3 true RUL')\n",
    "plt.plot(plot_df1.ds, plot_df3[model_name]+1, c='#D5BC67', linestyle='--', label='E3 predicted RUL')\n",
    "\n",
    "plt.legend()\n",
    "plt.grid()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "\n",
    "- [R. Keith Mobley (2002). \"An Introduction to Predictive Maintenance\"](https://www.irantpm.ir/wp-content/uploads/2008/02/an-introduction-to-predictive-maintenance.pdf)<br>\n",
    "- [Saxena, A., Goebel, K., Simon, D.,&Eklund, N. (2008). \"Damage propagation modeling for aircraft engine run-to-failure simulation\". International conference on prognostics and health management.](https://ntrs.nasa.gov/api/citations/20090029214/downloads/20090029214.pdf)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
